{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Success analysis\n",
    "\n",
    "This notebook analyses re-execution success rate for different versions of R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_autopct(values):\n",
    "    def my_autopct(pct):\n",
    "        total = sum(values)\n",
    "        val = int(round(pct*total/100.0))\n",
    "        return '{p:.2f}%  ({v:d})'.format(p=pct,v=val)\n",
    "    return my_autopct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib import rc\n",
    "import pandas as pd\n",
    "\n",
    "# plot style\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_style({'font.family': 'Times New Roman'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read all files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_32_noenv = pd.read_csv(\"data/run_log_r32_no_env.csv\", sep=\"\\t\", names=[\"doi\", \"file\", \"result\"])\n",
    "df_32_env = pd.read_csv(\"data/run_log_r32_env.csv\", sep=\"\\t\", names=[\"doi\", \"file\", \"result\"])\n",
    "df_36_noenv = pd.read_csv(\"data/run_log_r36_no_env.csv\", sep=\"\\t\", names=[\"doi\", \"file\", \"result\"])\n",
    "df_36_env = pd.read_csv(\"data/run_log_r36_env.csv\", sep=\"\\t\", names=[\"doi\", \"file\", \"result\"])\n",
    "df_40_noenv = pd.read_csv(\"data/run_log_r40_no_env.csv\", sep=\"\\t\", names=[\"doi\", \"file\", \"result\"])\n",
    "df_40_env = pd.read_csv(\"data/run_log_r40_env.csv\", sep=\"\\t\", names=[\"doi\", \"file\", \"result\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Files with download error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "er_361 = pd.read_csv(\"data/run_log_r36_no_env_download.csv\", sep=\"\\t\", names=[\"doi\", \"fileid\", \"status\"])\n",
    "er_362 = pd.read_csv(\"data/run_log_r36_env_download.csv\", sep=\"\\t\", names=[\"doi\", \"fileid\", \"status\"])\n",
    "er_321 = pd.read_csv(\"data/run_log_r32_no_env_download.csv\", sep=\"\\t\", names=[\"doi\", \"fileid\", \"status\"])\n",
    "er_322 = pd.read_csv(\"data/run_log_r32_env_download.csv\", sep=\"\\t\", names=[\"doi\", \"fileid\", \"status\"])\n",
    "er_401 = pd.read_csv(\"data/run_log_r40_no_env_download.csv\", sep=\"\\t\", names=[\"doi\", \"fileid\", \"status\"])\n",
    "er_402 = pd.read_csv(\"data/run_log_r40_env_download.csv\", sep=\"\\t\", names=[\"doi\", \"fileid\", \"status\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "error_data = [er_321, er_322, er_361, er_362, er_401, er_402]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "All files   Files with error   DOIs with error\n2833        837                65\n2583        820                61\n2797        781                66\n2894        860                71\n2751        822                63\n2828        846                68\n"
    }
   ],
   "source": [
    "exclude = []\n",
    "print(\"All files\" +\"   \"+ \"Files with error\" +\"   \"+ \"DOIs with error\")\n",
    "for er in error_data:\n",
    "    temp = er[er.status != 'ok']\n",
    "    bad_dois = temp['doi'].unique().tolist()\n",
    "    exclude.append(set(bad_dois))\n",
    "    print(str(len(er)) +\"        \"+ str(len(temp)) +\"                \"+ str(len(bad_dois)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "bad_dois = exclude[0] & exclude[1] & exclude[2] & exclude[3] & exclude[4] & exclude[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bad_dois = list(bad_dois)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "55"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(bad_dois)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Code cleaning analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_36 = pd.merge(df_36_noenv, df_36_env,on=['doi','file'], how='inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Success analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_bad_dois(df):\n",
    "    df = df[~df.doi.isin(bad_dois)]\n",
    "    return df\n",
    "\n",
    "def get_success_rates(df):\n",
    "    print \"Total number of entries: \"+ str(len(df))\n",
    "    df = remove_bad_dois(df)\n",
    "    print \"Total number after bad DOIs are removed: \"+ str(len(df))\n",
    "    \n",
    "    print \"Unique DOIs: \"+ str(len(df['doi'].unique()))\n",
    "    \n",
    "    # calculate success\n",
    "    success = (df['result'] == 'success').sum()\n",
    "    print \"Success: \" + str(success)+ \" out of \" + str(len(df)) +\" => \"+ str(success*1.0/len(df))\n",
    "    \n",
    "    til = (df['result'] == 'time limit exceeded').sum()\n",
    "    print \"TIL: \" + str(til)+ \" out of \" + str(len(df)) +\" => \"+ str(til*1.0/len(df))\n",
    "    \n",
    "    error = len(df)-til-success\n",
    "    print \"Error: \" + str(error)+ \" out of \" + str(len(df)) +\" => \"+ str(error*1.0/len(df))\n",
    "    \n",
    "    return [til, error, success]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aggregated analysis \n",
    "\n",
    "(aggregated per dataset, ie, DOI)\n",
    "\n",
    "- If a replication package contains successful code => it is success\n",
    "- If a replication package containes TLE code => it is TLE\n",
    "- Rest is failed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_aggregated(df):\n",
    "    df = remove_bad_dois(df)\n",
    "\n",
    "    ag_tot = set(df['doi'].unique().tolist())\n",
    "    ag_exc = set(df[df.result == 'time limit exceeded']['doi'].unique().tolist())\n",
    "    ag_suc = set(df[df.result == 'success']['doi'].unique().tolist())\n",
    "\n",
    "    ag_exc = ag_exc - ag_suc\n",
    "    ag_failed = ag_tot - ag_suc - ag_exc\n",
    "\n",
    "    return [len(ag_exc), len(ag_failed), len(ag_suc)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_code(df, plot_title, plot_name, aggregation=False):\n",
    "    labels = [\"Time Limit Exceeded\",'Error', 'Success']\n",
    "    if aggregation:\n",
    "        sizes = get_aggregated(df)\n",
    "    else:\n",
    "        sizes = get_success_rates(df)\n",
    "     \n",
    "    fig1, ax1 = plt.subplots()\n",
    "    plt.rcParams['font.size'] = 16\n",
    "    ax1.pie(sizes, labels=labels, autopct=make_autopct(sizes), startangle=40,  \\\n",
    "            textprops={'fontsize': 14},wedgeprops={'alpha':0.6})\n",
    "\n",
    "    #draw circle\n",
    "    centre_circle = plt.Circle((0,0),0.70,fc='white')\n",
    "\n",
    "    fig = plt.gcf()\n",
    "    fig.gca().add_artist(centre_circle)\n",
    "\n",
    "    # Equal aspect ratio ensures that pie is drawn as a circle\n",
    "    ax1.axis('equal')  \n",
    "    plt.title(plot_title, size=20)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.show()\n",
    "    fig1.savefig(\"plots/{}\".format(plot_name), dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R 3.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Total number of entries: 4042\nTotal number after bad DOIs are removed: 3943\nUnique DOIs: 1298\nSuccess: 580 out of 3943 => 0.14709611970580777\nTIL: 8 out of 3943 => 0.002028911995942176\nError: 3355 out of 3943 => 0.85087496829825\n"
    },
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_code(df_36_noenv, \"Re-execution rate with R3.6 without code cleaning\", \"no_env_before.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Total number of entries: 6226\nTotal number after bad DOIs are removed: 6001\nUnique DOIs: 2026\nSuccess: 1254 out of 6001 => 0.2089651724712548\nTIL: 273 out of 6001 => 0.04549241793034494\nError: 4474 out of 6001 => 0.7455424095984002\n"
    },
    {
     "data": {
      "image/png": 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+tIKUUoF79SPa+jA7WAkp7a15eTmyRlBijaHSHoenlJFuPdo0fptSapIzZxNYHvImkKeU6gNMRM8Jl9XJONr3vKLpxwMLROQcERnq/H5Xbqoaolyl5HilJDiHB3o8jgnjInTDPlkp9UTACQE9sbgNPYm7SSm1C90TuY9DRzPFcHqPD6AVwBtoT7Gt6J7FFyJS6CiM19A9wMD80j/R8zMvKe1eWaG8nB75y2jX0c+VUqc46d9HT+YG+B2IU0p1d+qlAwdfkGZB8dKc8DZKqY6OIwVo75bA2h9EJAU9Gd4GrTQtJ/xKdOMcPMkd8BgLtgM3LeVcaQTmeEqa5QImo8FOuR3RpiaUdgAJ9FzTgOZKqQZKqf5KO488gO4hXgLsVkoloW3SZwGflCMP6IYoBWgY5AyzBl3fEcBXpaRp7fy2CTqXjm5I2zhyBxqPQC852NOzQvWl9FKGQG88+Hnfh274PWhz2e2BToxS6m6l1M1KuyIHGt2pwNXOfQ7kfSGQVmLu4Sn0s/Vv510LuBeP4aDLe3m8hnbRXh6YbAfeRSvF1cEyBFFafQZGdW2UUuFKqUFOY98aiAk0uA4Vqc8P0B3X65VSzyilBijtDPI2B5+Tt9DruW5RSgWexQj0uzFNRJY68Z5C3+9HlONF59RzLye8s9LLVN5xyuwPrFRK7VVK7UG/z2WZhKei26wHHeXSX2nv2KfQzjgBAs9WOzjg9HGHc+4JYL/TxuwFNjjOU4F5qhMcucM5OKcU/K5V6D1XSh1y75xnLw6IL2G5auqEB+f5FPCYUmqjUmq9UmqtUuo3pdR7pY1qa5oytxlSer5mIgcvPg9tHjg5KM4EDk4G5qBdZh93Gt9n0JXvRrtA3lpezy8o36uBe9A9pu3AUyLyhhM2G71HWSrQW0SSlVKT0RtM2uiG41kRmVxeXk647YTfjL6Jv6HdkRcFxYlFr1cagO5V/eyU8xj6BfuPM/+QgO4de9HeX68qpeZxcA1IslMPHzv5XobuSUagXVA3A/cHGhKl1GfoyV7Lud5H0ErwdrQTRwHwlogc0oAppb7noOtoPvCyiNzlhDVFe0Idj/YE+hXdw7wb7eo7TUR2Ku2y+rEj2ysi8l8nfTf0/R3h1MMs4I6gRrFMlN4KaK6IzAk6dxHQWUSeKBH3VvSat8boCfqZInKVE/YAel7qU7TDy7Nory0L3Yg9jH5Zbwmqr5dE5JBdSJRSr6LXngVMxJnAHBG5KCjOXc51g1bMtzt1cD66jheg7/G/RXsNBud/GvpZuV2Kr9NpgvYAPdEpMxu9PmYZFUQp9SNwcZDXFkqpV4D3RWRxibjvod2OXWgnhQdF5CVH6cxEe4q9i34O5nBQOW9Bz3P9A/1cudHP5C0iMvMwcsWi62sC+p2Yg14zlBQUpzH6/o4HtqLr8RPRnrLBefVAj/yGOPkkos32HYAvgfec+bwYdH1OQJunFwC3OabjsuqwLVo5jUHfg1lor8B0J/x9p95sp94edUy7KKXORj9rvdEdrlfRbaHfCZ+EbmN+d/5+QCvQtegO9Xj0OqMwtBJ72amLR9CdK59zjc+iR8YBk+IqtDluNgcHD+vQjjLvctDzbid6O67vlFIT0QrURr/zwZaa7egtlEK2KLlCe98ZDAaDoe7jdAA+RY/idwWdj0Ar91nA8HLMjNWK+Z6SwWAw1B+mAXuCFRLorbFERIAfQ6mQwCglg8FgqE80A0aqgztEAHpOSmknscN+q6ymMOY7g8FgqCc4zmh/RS/mjULPCSahPxr4evCcZKgwSslgMBgMtQZjvjMYDAZDrcEoJYPBYDDUGoxSMhgMBkOtwSglg8FgMNQajFIyGAwGQ63BKCWDwWAw1BqMUjIYDAZDrcEoJYPBYDDUGoxSMhgMBkOtwSglg8FgMNQaSn7x1GA4lglHf18nCoh0fhsBkeRlNKEoNwa/343f58Lvs8FvYVleLJcHy/bijsglIiYN25WD/nZYdtBvNvo7QAaD4SgwSslwrOFGf6SvBRBPTkp78jM74S1qj8/TjPwML/lZkJ/lJ3+fRX6WTV66TcF+L4W5HnweP/jB59ObQtq2heUCy7YIi3ARHu2mYRMfDWN9NIz1ExEDDRpbRMS4cIXvx3Ztp0H0Zhq12ILt2gPsQX/0rShkNWIw1CHMhqyGuoyF/qpsJ3LTu5Ob2h9vUSey9/rJ2A4Z21xkJHnI2plHxrY8snYX4PdWnyhRceHEJjQkpm1DYtq6adrRR2x7i6iWNq6wHUTE/E50y7XAJmA3+lPuBoMhCKOUDHUJG+iIz9uVzKQBFOX1JjctmuQ1fpJXw971Wexdl4OnIGSfci4V223R7LhI4ntE07K3m5Z9/TRuVYC7wVoat1mBu0EisAH9WXmDoV5jlJKhthMB9CB7zxBy9w1l35Yoti+x2Lsun+Q1WezfXRhqAY+IyGZhtOwTTXzPRrQZ4COuWyERMYuIabsAWIueozIY6h1GKRlqI83wefuQsX04hfv7s2ulzZb5PrYvSidzR0GohasWIpuFkXBKUzqcHEa7wX4aRP1BbId5uMJWAsmhFs9gqCmMUjLUFsKB/uzbOpaclAFs+QW2Lcpj+5IMCrOrayKoduJuYNN2cAwdToyi41A/0a0SaZLwBbZrKZAbavEMhurEKCVDKLGABHLTRrJ/z1kk/RqBfJPP5p/S8BaaBxPAckH7IbF0OzuKhFM9RMX/j+j4OYBgHCUMxyBGKRlCQQTewlPZt208Gdvas/4rP4nfpdTZ+aGaIiLWTdcz4uhxrovmXfcQ0+5zwhr+BGSFWjSDoaowSslQkzSmIPt0MrZfzKb/NWLdF5ns+C3LdPiPgBY9GtH93KZ0O6uQmHaziWw6G0gNtVgGw9FilJKhJmhObvo5ZCadx59fh7NyRgqZSWb3g6ogslkYfS6Ko9cEi5h2c4iO/wzYEWqxDIYjxSglQ3XShv17LiAz6XTWfgprPt5LTorZ2aA6CI9y0euCePpebBPbYSExbT8CNoZaLIOhshilZKgOYslJuZi0TeeycoaPtZ/uqXcedKHC3cCm2zkt6H95GHHdfqZx63ephS7lSqkXgAQRGRdqWYJRSn0ObBWR20OZR21EKeUGLgX+DtwuIj9VR1qz952hKmlAYc4Y0jZdzZqPwln+zm4K9htlVJN4Cnys/SSZ9bMt+lx8MsdfcwrNOn9MwyafojePrTaUUg8BtwIr0LtTDAP2AuvRm98OBi4Ukc+B34Ck6pQnSK7hwF3A2cBPwL9FZOZhos9H71d4NBySh1Kqh4isK0W2RsB44Gn0QvEvgoJjgLFAnIhkHKVMVYENbAX6VmdaM1IyVAUWPs+JpG2+kcTvmrP033uP2UWudY3IZmEMvC6enuNyadr5DcIi5lJN2xkppe4BZorIdud4K/CViPzNOT4TaOAopRpFKTUG+BYYKiLza7jsFsADgXo4TJwZQB8R6VXi/M3AjFqilFBK2YAXGFGZkVJl0prvKRmOls7s2/oca2fdz6yJbn64P8kopFpEbloRvzy9g4+uymfljDtI2/gKR9bTrQhfBxRSaYjIt+g9/kJBwLEmryYLVUqFAzPQI8WyONxyiHeA/VUp09EgIke8r2RF0xrzneFIiSBv30XsXXcxC18qIPG77ca1uxaTtjGXr+/YToeTYzn5tqdo1fc7olu+TRWucRKRPyoSRynVB21OyxeRiUqpVmiz3xloU9bbwCDgJeAh4EXgSmA1cLaI7ANQSnUDbgRaAj2Ah0TksyOVXyl1CnA3sFxEHlFKdQHuABKAfwBvAF2BKcAHzvFY4EfgAhEpKpkHcDHQDminlHoNeFlE1lRQnmuAn0Rkq1KqH/Aa2gT6MNrc9yOQBtwoIjudkcgU9KdbuqLnEm8SkQInvzuAjk4em4D/C6rLq4EBQD+0mfcGEUlywoYDNzv5RZci5xGnLQ0zUjIcCT1JTXyVZW9dwoeXJZP4bYpRSHWEbQsz+OjKJBZNG82edW/g845B76xRk2SjG81w59hCjyTaA2cBFwH3ApOBR9GNf0+gLTARQCnVAN04/11ELgH+BcxUSnU9CrnS0A1roF0sBFoDxwHHA6cDrwDPopXo/cAJwEi0Mj0kDxF5H1gMLBaRG8tRSG2UUu84f18CbwYCRGQlcK6Tfwt0ne0FxovITifaJMDnOFhcDVwD3AKglLoRSBSRW4HhjtxTnbAxQJSI3AaMQCuP952wLsB/0IrmVuDrYIGPJu3hMErJUBkiyEm5nk3znmX2bZHMfTSJ/AzzuYW6hqfAx+KXd/rWfdExJTX1pT1Z+XcBjWuqeBHZTJAZT0R2ASuBbBF5RURSgelO8LciskJEtgELgS7O+UuBeOBupdQkoAPwC3pUc6RyrQe2Bx1vR+/YvktE3nJGFe+hHRLeF81aYE1ArpJ5VJKdInKN83cOeqQYLN9e4B60Yn4TuE9EiuCAkp4CvOvETQGuBb5xkk8C+jt1dRuwjIOWsklAJyfsHvRSgnxn5PUPtFl2nxP3yxIyH03aUjHmO0NFOY60jZNYO6sVC1/YaVy86zgtesTmqfPb3f7FlvndWjUedvHAdgO6tox+FlheQxKUfH6KHYtInlKqZJoCIMz5vyewXkSerEm5KH1OKliu0tIcKaWNLKajlU0nRyEGOA5oBKQHTojIuwBKqSi00n5DRErzLOwJ3Csiv5YMUEqNoPiIraDEfTmatKViRkqG8rAoyD6b7Ytf4Ks7GzPvsSSjkOo6NkXD/jFw1rbwzQs3pe17a8GWnXd+tNL/k+z9576cwmuoG53VMKB/yZNKqWZHkpnTs69ViMiPIrK1xOkwYBcwQCl1cdD5gPzHBUd2FFLgfvYvERaoq0PqUinVRCkV+LJzbBliHk3aUql1N8JQq4hkf/JdyDe38PG1e9nyc3r5SQy1Hd/gG3onNe7Lg7PXH+hpr92Vtf/WD3/f+cWqXZfs2Jf7GNAkhCJWhD+BwUqp0wInlFL9gV6HT1I6SqmT0Q4A1cVRTbg6jgQBJqHn2V4EpiqlAmbXTeg5sIlB6cKAixx38j3AlBLK9yrn90/gTqVUZFDYNSLiR5tZh5ciViCfo0lbKnWhR2QIDe1I23Q/K2e0YdG07eZTEscILXrE5vW9JmHylzvme0vc0ax8j+fh2X9sk+SsHtee3PHlrvHRj6IXvh4p4UCDw4S5Sjk+0Fg5PW0o3oBZQccfAA8CnyqlpqLdpk8GLjhMeQE5GgWfdNYQ3SYiFwXJESxbMbk46BRS8lzJNMHHuUBfpVQ8eheLQ0xd6BFHWMmTjtJt7fw/GO3IsNZZqHw58CRws4jkON59f1NK5QGrOLiDAmjnjGeAH5VSHwOnAB8GhX0MzFdKvQ10BwILfacBbzlzRs8Co53zA5VSa44mrTPvdQhGKRkOxec5ieQ19/DzU17kW7O55zGDRdGwKQM/3xa+9dct6aUuxvQDHy5N2i3J+2Mmndnt2Z6tY/7dqIH7SyrR21dKdQAuAVoBZyqlrgA+DnJNPhXtqWUppc5CT45fDrR2vMQ+QbsRA1yvlEpCN3aBNMNF5Cel1NloN+m70bsoXFvaWhjHLfk253CGUkoAH9rjrzfwshPvXLTnXIxSag7aS/A8oL1S6hLgZ+BOJ5/blFJPoxva/k6aWWgPwQN5OAt13wVmA29RQmk6Ozpcgvbsa6aU+oiDH3Js5pw/3nEJ/xh43QmLBVKAG5VSGWgFPcm5ppvQzha3i8ifTvypaFfxiWgT3+Mi8hWAiHyilPq7U48POHX6qpNuOtp5ZBLa/f4+tHt3GOA5mrQcBrOjgyEYm5y0a9ix9CLm3JdC2kbzldNjCP8JN/Ta2vuWlqe9uvpHTwWWMbaIbhB+75ndWp3apfncFo0jXkRP6BsM1YpRSoYA4exPvh35ZiRz7t9hnBmOMVp0j8kZ987Q67/at2Dx5vR95SfQuG3LunXUcW3HD2izvm2TyEeBWrHdjeHYxTg6GAAakbnjIVbOGME3d283CulY46DZrjIKCcDj8/un/pCY9OpPm47bkprzPM78hsFQXRilZGhG+pZnWPJqH/73yHZ8HjN0PsbwnzCx187G/a0Hv1xfoe1tDkkP/OfX7buf+GZ9rCTvnwp0rloJDYbUyshoAAAgAElEQVSDGKVUv2lLauJUfn6yNYv/tdNsFXQM0lzF5PW7tuPkb3csr8g8UlnMWbcn5cHZa601OzOf5Qhcrw2GimCUUv2lC8lrn+f7+yJZNfNovx9jqJVYFI24b+Ds7Q22V9ZsdziWbE7fN+WzNXm/bU1/0uP1HV8VeRoMwRilVD/pSPLqJ/nmbj8bvk8LtTCG6sE/6K89dzbub903e/2qqsx3zc7M/VNmrclYmZTxMNX3GQxDPcV439U/2rFn3bN8N8muvzs0WNCoeRjNujQitn0kMW0jiW4VSVSLSNwRbuwwFy63DRb4inx4PV68BT5yUnLZvzuHzJ25ZGzLJX1LLlm7Cmql2bO5iskd/+7Qv36TuWDhxrQqGSWVpHurxlGPn98run/7JlPQG5caDEeNUUr1i9bsXf8sP9wfzoYf6scIKbZDBJ2GN6ftwBa0GdCKmHZNCG8UAYDX48Xv82PZFi63C9tdtuXA5/XhLXLSWBZ2mAvLsijKLSBrdwa7f9/NjuV72fJTCimJuaFTVhZFE94d9Wl279RJn1ftKKkkvdvERD82rldk33axk9BbzhgMR4VRSvWHeFISn+HHBxsh36SGWpjqwYLjTmtOt7HtaHt8a2ITmuOOCMNX6MEV7i5X6RwtPq8fb2ERtsuFz+sjIymN3b/vJvH7JNZ/uaemtmryD/prz+19bms96tXVPxytc0NF6N8utvGj43pF9GoTcw+h+7Ks4RjBKKX6QXPSNj7D3Mdi+WPW3lALU6WER7nofWFrepzXmXYndMB22Vhux/xWC9CKyoNlW+xemcS62RtZ9eEOctOKqqW8ZsfF5Fzw/tAbv8laNH9jao2Nhk9IaBr70Lk9XT1aN74b2FJT5RqOPYxSOvaJJH3Ls/z8VBtWfZgcamGqhIgYNydM7EiPcV2JUy3xeby4GoRh2zX9BdXKU5RXhO12kbEthT+/3sDiVzaSnVxYNZlbFF3wzshZuX3T7pm1rlrNdqVxSpfmTR88p0fhcfHRtwHH6GjcUN0YpXRsY5O1awrL3jqR+c/W/Y1V2w5qzCl39qLLqG74/X7CIg7ZVblO4SnwYFkW23/dzMIX17Dxh6NqyP0Dr+uxvd8dbUa9UjNmu9IY379N/O2ju+5o3yzyHg5uLGowVBijlI5lcvddybrPL+frv2/DX0d3DnKFWxx/bXtO+Gs/mnRojmVb1T43VNP4vH58Hi85qftZ8c5KFr+yudJbPTU7rnHu+PeG3fDt/ho125XGw+f06HpOv/gNTRtF3kTVfYXVUE8wSulYxVM4lE1z/8GsiTvIzzzsNvG1lrBIm1EP9qT/FQOw3XadHxVVlKL8Iixg3ey1fD9lJTkpFZh7sii6YPrIWbn9QmK2C+bqEzt0uPikRr135GzYPbjV4GkxDWLeC6U8hrqHUUrHJoqkpc/x2V/T2Lc1P9TCVArbbXHq37tw0i0n4gp3425QP7/55Sn04Pf5WfHecn58cC1FuYc1yNUGsx3Ag+d06zmgS0HHf62aumJt6to9T576ZLsTW5/4WLgrfH7opDLUNYxSOvaIY+/6l/jqTovti+rQZwYsGPiX9oyYcjINoiJw15ORUXl4Cjx4Cz0s+tcS5j+74ZANcx2z3U3f71/0c2JozHYRbtuedlmvEyIb74h9etkTi7dkbckEaBfdruGTpz4Z2yeuzx3oz3UbDOVilNKxhZuM7Y/z0xPdWDljd6iFqTDdxrZgzBOnEhUfU29HRuXhyfdQkJ3HvH8u5Le3t+uTFkXjp4/8oqB/+l2f/rEyFGK1iYloMO2K7ifvKvjd/+TSxxdmFWUV8yQ8oeUJTe4bcl9ux5iON2McHwwVwCilY4m8jItY++lf+Prv22rl1jcliYhxc/6/B9N5lMLldmMdW/4L1YKnwMPu1Ul8cs0v/i6nd97R/862I15ZPScUZrvBHZvGPjiu/YmL93yf9tLKaUu9h3Gmmdh7YttLu186p3nD5tOoEw+mIZQYpXTsoNi6cCofXZlcbQszq5Ie4+I558XTCGsYbkZHlcRb5MVX5C3ISsuZ+MWuuaEw2100sG3ba4fF9Ptk0webP5L/risrbrgr3H5m6DPthrUd9pDLdi2pKRkNdROjlI4NGpG64WW+uj2SrQuqZfPNKiN4dOQON8roKPD6fL7VOzK3/d+MFb/sysgvqKlyJ5+pup3Y3dPltdXTVs3fOT+pImk6x3Zu9NSpTzVQTdVNmIW1hjJwPfTQQ6GWwXB0WOzf838sn96L1f+t3VsIdRvbgqu/Oo/mKt4opKPHtiyreVSDxlcOSeiZmVeUvnpHZmZ1lue24V+X9TmhY5vU1o8ve2Tx73t/r/B3uPbl7ysq9BXGdG/avXN0ePRPGDOe4TAYI35dx+c5iaRfz2DJy7XbsWHEfd24cPpYGsZGGoVUdYS5bFfDcFf4A2N7jH7uwr4Dq2ufpbio8PD/TOw/3Gq0LmrSgrvnJe5LrPSI/IuNXyQv2rXo+Nyi3LHVIaPh2MCY7+o2sSSvfYNPrs0nNbF2eja5wi0uev9kOo/oauaOqpcCj9eTmJy964q3fv0xM6+oyhZM92sX0/ixCzqeuCJtXtYLy5//tchfdMRuFXEN48KfH/58XL8W/W7BbNxqKAUzUqrL7N9zFSs/iKi1Cim6VTg3LTrHKKSaoYHb5Vatotv8eOewCd1bNY6qijzH9W/d+smL2p369fb/7Hz2t6cXH41CAkjJSyl8a81bhTv277gV0/4YSsE8FHWX7uz940x+e6d27vzd/qRYbl58IU0S4oxCqjnCXbaraaOw6M9uOmnC2X1atTyavO4YfVzX60Y0GvDqmufXfrD+/bX+KpoG+nnHzym/7fmtW5G3aFiVZGg4pjBKqW7iJm3zbSx8MRtPXgg3ljkMPce35KpZ44mIicQV5gq1OPUNl21bDcNd4VMv6nfWjUM7da5seht44ZJex5/YI7vLY0vvXzw3ae62qpTPj5/pa6enbs3aeiNQJSM6w7GDUUp1kcLsM9n4Qwc2/5QealEOoe+lrTn/tbNwR7ix6sD3jY5hwt22+87T1bDbRx/XtaJpmkaGuT+Y2G9oo9hNTScvvHveurR11bIGanPm5tzvtnwXtS9/30XVkb+h7mKUUt2jOakbr2PRtAq749YYx1/TjnNeHGPMdbWHcLftvnl4l1PuHJnQw9orTcuK271ldNS7f+05clvBAu/k+ff8b2/u3ryKlOHb6Gt+JLJ9KB8mb8nccgHQ/kjSG45NTONR18ja+ReWT3eRuaPGFktWiP5XtuXMZ06rT+7ehYWFTJgwgX/84x8MHjy41DhZWVkMHz6cnJwcAF566SVOP/30MsOWLFnCN998Q1FREeeddx5Dhgw5kF9+fj5Tp05l8uTJFZczP9ftW/+/k2658LSF037enu5a+2UP19bFA/Bj+dr0XesZcPHvZ/ZqGX/tkAaDLho9upXP47OAngBY+MJuCXvPirIKPT96evpW+o7Hxuc6wfWr6xTXhkAZnrme7u6R7vWVqb/9hfs9M/6cUdSyUcubWke1noJZu2TAKKW6RifSNg1n5Yza9RXZ3he24uznT69PCgngrbfeYufOnWXG+eijj3jqqado1KgRQDHldbiwhx9+mGeffZaioiLuu+8+vvrqqwNp3nzzTf7yl79USs7HHnuMu+++246OaXLitsQ/Gn69eG/DokFXfWvv+bOVa9MvJ44YMiDib2eo5ve/eM8+jmeLu7U7FRu/P8ffwLfC18eKsgp94mthRVr5YTeGzfTO8/b2LvAOtQfYW6xIy2N3sVN9G31tvL9727n6uyq0w0OAOVvn7BndfnT/+Mj4wWYLIgMYpVS3yNxxBcvfKcRbWHt6lF1Oa855L59Z3xTSihUriIuLIyYm5rBxCgsLWbhwIaNHjyYhIaHCYTt27CA6Ohqv18uOHQf7H0uXLiUhIYH4+PgKy7ls2TKKiopo1qwZgPuC49v1j+7wyA8fLNmW5o/vlta1UW638Gzp9PjSZXOkseS5R7mzA2m9871drY7WFgCrg5VuK3svgOs01yrfH76+wcZ/1zDXH0VvFZ1n97WTKjOV6MfPO3+8k961adebO8V0+g2oex+kNFQpZk6p7tCV1MQhrPui9mwl1LRTQy6cfhausHqlkHJzc/nuu++YMGFCmfHmzZvHqlWrOOOMM5g4cSLp6ekVChs4cCBJSUls376dAQMGAJCTk8O8efMYO7ZymyHMmDGjmPlv6Cknu+4f2330cBXX7J3r+p7Ssl2ka3nassTVqatT7Hg7Ozitb5MvwdXXtRXAirAOKAv/dn8Te4C9LPic1dDyEEaRb7WvbaUEBP5I+2P/8uTlzb0+70mVTWs49jBKqW5gkbH9Kn6bXnDIR95CRVikzVVfnEVYw/D69smJN954gxtuuKHceGeccQbLly/ngw8+YOfOndx88834fL5yw55++mnWrFmDiPD0008D2mx3/fXXs2nTJt58801mzpxZIVkXLVp0yEgszGW73rjq+HEZ1u+uhcsW5OT3zV9bMp0/3++miHCruXVgYbbf47e9i72dPd94RuPlEFd/K9rK9G2uvFIC+HTDpxnb92+/Bg7N11C/qF+tSd2lG3vXH8+fX9eSUZIFl388nKiWMdjuevUM/fLLL/Tq1StgDisXy7IYNGgQ7777Lps3b2bVqlXlhsXFxXHjjTcyceJEmjdvzsKFC1FK0aRJE2688UbGjx+PiDBr1qwyy87IyCAjI4PY2Nhi523LsmwL27vFE2e3t7dbzaxDvOx8q31trXZW8fkhG5/V1kq1O9kbfL/7BnmXeDsVu9aGVj6ZHN6eWQZ/pP2xf+XelS29Pm/pHiOGekO9alDqKBb7tl7Lb9PzOMxH1GqcMU/0pu2ghPo2jwQwffp0pkyZwuDBgxk8eDC7d+/m5ptv5o033igzXfPmzTnzzDPZvfvQfXPLCtu/fz8LFixgzJgxJCYmkp2dTdOmTenSpQtz584ts8yCAu2g6XIdOvjIz8u3ZIXEvvLkK41LS+vb4Oto97aL7U1n2RZ2OzvTfa77NyvB2uDb7mtVLJELL0Uc8WfsP9vwWVbS/qSrMe1SvabeNSp1kB7sWdeLxO8q5dVUbfS7rA0DrxtUHxUSwHPPPUdh4cEvfl988cVMmjSJU089tdy0LpeLbt26VSrs9ddfZ+LEiYB2B3e7dbW73e5icpRGYISUl1d8IOTxeHj77be59ZZbbXcDd9db+9+aOu33aX8Gwv0ev+XP9kfZbeysw+VttbBSKCS8eMa4CKdsocpgVcqqzLVpa9snxCQcDyw70nwMdRvTI6ntZCSdz+qZhbViCUdMuwjOfq5erUUqSdOmTWnZsuWBP5fLRdOmTYmK0rvlvPHGG2zYoJfvfPfddyQl6b7Epk2biImJoVOnTuWGBZg3bx79+vWjSZMmAHTp0oWCggIKCwvZtWsXPXr0KFPWBg0a0LFjR/bsObjO2ufz8dxzzzFs2DDS09NJ3pns9i3xndKrUa8DC2B963yt7Nb2ruC8/Cn+SF+yLwrA7/Pj3+2Pdw12SbE4uf5Iq5l1xDtA+PEza8Os/duytl0NmN1A6ilGKdVuWpG540QSv0sJtSAAXPjOUGyzl11ZfPvtt2zatAnQLtznn38+f/vb31i4cCG33HLLgXhlhYGeD1q+fDmjRo06cC4qKoopU6YwdepUduzYwTXXXFOuPCNGjGDjxo0Hju+//37efvttLrzwQkaNGsVpp53G0l+X2s+PeX6423JbAD7xdbR72luD8/Gu9nb0vOeZUPRu0Wnez72DXSe5VlnNrGK70/sz/U3tHsXTVZZlycv2/Zn+Zyeg39HkY6i7mO8p1WZy0v7Cz0+OZ+nrZa/QrAkG35TAaQ+PNFsI1S12797NAw88UO6cV6G30PP5xs+XP7rk0VVlRjwM/jR/Q88sz8iw68O+PiJBgxjednjcvSfcu6ZtdNsHjzYvQ93DjJRqLw3Zv3ss6z4P/Sgppl0Eox8YbhRS3aNVq1aMGDGCxYsXlxkv3BXuPr/L+QP7t+gfW2bEw+Bd5O3hOsO14IiELMGi3YvSUvNSBwJHtKeeoW5jlFJtxecdwpafI8jee8QTx1WGMdvVaS677DL27NnD5s2by4znslz2U6c+NTpgxqso3t+87e0u9g67nZ15VII6FHoLfT/v+NnKLcot33vEcMxhlFLtxGLflgtZ98VhvZ9qjME3JdCyd1vzXaS6zbhx48rdnsi2batZw2aNJw+e3Kcyedvd7d12d7tKd62flzQvPTkneRymjap3mBteO+lI+uYEkpZWSc/ziAmPcjHyH0ON2e7YILDxa1mEu8Ld47qMO75ddLuGFc3XamQVHZVgpbApY1POhowNzYGyXQwNxxxGKdVGcvedTOIcX8jdwEc90ANX/XX/rq/Ylm1NGTxlYKjl+N/2/3mSc5LHhFoOQ81ilFLtwyZnzxls+l9ovyrbKC6MAVcPNKOk+ofbdrsGtxzctWezntGhlGP+jvkp6fnpw4CQymGoWYxSqn10IW1TE9I3V+irn9XGmCf6mc+Z119sy7YmnzB5SPkxq4/somzv4l2LXUXeopDKYahZjFKqbeSmn8yGH0Jrt2vaqSHdz+tdn3duqO+4bJfdo1mP9ie2OrHMT6hXNwt3Lszemb3ztFDKYKhZjFKqXdhk7z2dTXOPeKuWKuHMpwdiWWaUVM9x2S773hPuPTmUMqxKXZWZ68ntAZTvpWE4JjBKqXahSJXGZGzLD5kETTs1pNPwrsYF3GBbttUuul3csLbDQraItdBb6FudstoCeoVKBkPNYpRSbSIn5SQ2/hha090pf+8ecq8/Q63Bbbld1/a6tm8oZfhtz2+ePTl7TgylDIaawyil2kRu+slsX7IvZOW7wi16jeuNK9yMkgyAXlDbJ65PQnxkfINQybBiz4r0/YX7T8F8lbZeYJRS7aE5uenxpG7ILT9qNXH8te2x6teXZA3l4/f7/df1uk6FqvyUvJTCLVlbIoDOoZLBUHOYBqj2oNi5nJCazk6Y2I+wiCP+cqjh2CTcFe4e23lsH9sKXXOxLHmZlV2Y3T9kAhhqDKOUagtZu45n52+ekJXfdlBjmrQ3uzIbSiXcDg87r/N5bUNV/oo9KzL25u0dVX5MQ13HKKXagUVB1mB2/JYRMglOuaOXWSxrOBzhrvCwK7pfETKHh8R9idnZhdltMLs7HPMYpVQ7aMn+PbFkJoXIFdyCTsOOwzbzSYbSsSyLTrGdWjVp0CQk5l0/fjZnbvYDCaEo31BzmEaodtCNHUtDV3rnkc3M95IM5eHxebxjO48NmQlP0sUu9BZ2ClX5hprBKKXaQNauXiSvrfLt/ytM7wkJWC5jujOUSQNXg7DTOpwWMg+4zZmbc5NzkvuFqnxDzWCUUm2gYH830jblhKz8zqO64HKbkZKhTCzLomeznu0r+2XaqmLDvg37i3xFPQHTgTqGMUop9LjxeTqQlhia9UlxKpLIplEhKdtQ5/D5ff5RHUaV/QnbaiIlL6VwX/6+RkCzUJRvqBmMUgo9rcjaCZ4CX0hK73NJB/w+s6+QoUKEu8LdYxLGdAxV+RsyNhhnh2Mco5RCT1tSEkNXerezupgP+Rkqim3Z1qCWg0LmbJC4L9HKLso+LlTlG6ofo5RCTX5mR1IlRIVbEJtgFswaKkVUWFTDZhHNwkNR9rbMbTmpuak9Q1G2oWYwSinU5KT0IH1zaOaT4ntEYdvmGTBUiiJfkWdI6yEhmddJzk3O9/q9bUJRtqFmMA1SqPEWdQqZ513C0Ob4vN6QlG2os7htt6tP8z5xoSh7T+6eAp/f1xzTdh2zmBsbWtz4vbFk7y0MSeltB7bA3cBswGqoFG7b7eoT16d1KMou9Bb6sgqzbCAmFOUbqh+jlEJLLLn7fPhDNFhp1a+V2e/OcCR0aNwhZHORKbkpPsDMhR6jGKUUWmLJSQmNKzgWxLZtGpqyDXWdSHdkRKicHfbk7rEwa5WOWYwrcGhpQnZyaEYqcV0jsYyTg+HIKPIVeU5odULTb7d8m1zTZSfnJNs+v69ZZb7vpJSKBB4HjgPCgWFAGHCpiMysFkENR4RplEJLE/bvCc32Ps2OizJODoYjxcKy2ka1DclOIKl5qUWpeantKpnsRcASkbNF5DSgJ7C96qUzHC1GKYWS/Mw4cvaGxnwX2z4Ss4eY4Qhx2S5Xi8gWjUJRdmpean5uUW5ldyu/EPg5cCAiG4C7qlQwQ5VgzHehJC+jNbnpBSEpO7pVI2yX6ZQYjgi37bajvdGNfUm+GLudnVlT5fqL/PbuP3c38g7xxlYyaSrwlFJqnYj86Zz7DjgdQCl1BfAK8LyIPKSUOgl4GcgUkeFOnCbAw4AfGAR8JCIvVCAsGpgCtHDCZgEPiYhfKXUBcDwQD1wJDBWRJUqpnsB1gBe4BnhORJ6s5DXXSYxSCiW+ohjys0LzCfTGrRthm53Ba5I5c+bw5JNPkpOTwznnnMOkSZNwu/UrmJ6ezgsvvEB0dDQej4e77rqLsLBDvfWzs7N55plnaNasGbt27WLChAkMHDjwQPhnn32GiJCdnc24ceMYNGgQAF9//TWrV68mNTWViRMnopQ6kCY1NZUZM2Zw6623Vvha9uzZw9Kvl7ay2ljzAfwev+Wd7+3mS/QdF35D+OzguJ4vPIN8ib7uuPHYA+zl7mHuA1uY+L1+q2ha0SXk6S/K2gPtxe7T3WuC0/vW++I933tGhN8ePtMKs3zZe7MbfDbjs55333x3heUFbkUrg5VKqeeAJ0VkP/ApgIh8oJSaGIgsIouUUl8CQ4PymAk87IRNAD5WSi0Qkd/KCXseuF9EkpVSXQEBtiilZgC3ichQAKVU8H5jLwDjRWS/UupT9BxYvcD0lEOJzxuBJz805ruYNo2pxESx4ejYtWsXP/74I9OmTWPy5Ml88sknvPvuuwfCb7vtNi644ALuvvtuEhISmDZtWqn5PProowwaNIhbb72V++67j0mTJpGWlgbAkiVL+Pbbb5k8eTIPPfQQjzzyCKmpqRQWFvLggw9y0003MXLkSJ5//vlieb755ptcf/31Fb4Wn8/HP//5T6697lpvYEWBf7c/hhwiyaXYPJP3V29HXHjdF7i/tjvaG3wLfcN8ib4DC299S3yd7f72766xrq9dY11fu05xrQ9O78/zuz2/eE7Af7CtsvvYSYl/JLZWSlX48+wi8g0wGFiNHrVsVEpdU/LSDneslDoF6CQii5xTXwN3OvmUFdYRPRq7Rik1CRgPfA/EAVHAEKXUJU666UCK83888KBSKlxElgDzK3qtdR3TKoWWBnhDtDt4ozjzuYoaZNeuXTz++OP06tWLcePGcdlll/Hrr78CsHLlSrZs2ULfvrqNHTlyJB988AG5ucV3nyosLOTLL788MMqJioqid+/ezJgxA4A33niD0aNHAxAWFkbfvn2ZOXMmmZmZ7N+/n+joaGJiYtixY8eBPGfPns3o0aOJjIys8LXMnj2bjh070iy62YFEdjs7w+pg7T4kciQF7rHuFXYnO809zr2MWFJ8m30HFt76/vR1tdvbe119XDtdfVw7rUirmOXAO8fb39XHtS74XHZRtufiay9OAp6tsNCAiKwEhgDXos1i05VS91cweT8gPSivPBGZKiIZ5YT1AHJF5MmgvzEi8oyIpAP/Bj5USi0EOovIJiebx4HbgESl1JVBCu+YxyilUOL3R4TskxURsQ1DUm49ZeDAgQdMdQDx8fG0atUK0COctm3bFgsDWLt2bbE88vLy8Hq9JCcf9MJu3bo1iYmJeL1eli1bViyfjh078uuvv9K8eXMSEhJISkpi27ZtDBgwANAmuKSkpGLmv4owY8YMBg8eTEN3wwbFAiwO+QSKq7drV7EokVaOFWNlA/gSfXH+NH8Lz0zPhMJXC8f5dvuig+N6f/e2tVpZKURTTDsX+Yr87Tu3LwK6OeawcnHmjBARn4i8g1YWa4BJSqmKTGPYQCelVLE2UykVVU5YGJCglIotEdbMkecW4Dz0yGi+Uups5/xMoD+wCXhPKVUv5pPAKKUQ42+AJz80btmuMDOfGELWrFnDpZdeCmjlEBtbfN6+UaNG7N27t9i5mJgYevfuzTvvvIPH4yE/Px8RwefzkZmZSUFBQbF8AnlYlsVrr73GnDlzyMnJ4d577wXgrbfe4rrrrmPFihW8/fbbfPXVV+XKnZ2dzerVq0lISMBlVc5Rxu/1W/48f6Td394KYHe1U8LvCX/HfYn7Uyx8nv96xvrz/W4Af5a/gX+bv5XrBNfW0vLy+rx+27Y34TgqVIBzgw+cUcw76DYw4IVaCEQERbM52EauR+8iMT4QqJRKAE4pJ+xPJ8+7g8KigPFKqaZKqSEiMhvoDcwDbnTinC0ia0VkFPBP4P8qeJ11HqOUQkt4yEZKZnuhkLFt2zaaNm1Kt27dAP2Z8YiIiGJxCgsLi42sAkybNo3GjRtz8803M2PGDNatW0fnzp0PhAfnU1hYeMBZomPHjkycOJGJEycSFRXFp59+yllnnUVhYSF33XUXV111FbNnz2bp0qXlyu73+w8ov8osYPUt8h3nGuBaZUVYxTpidic7LezqsG+w8PlW+DoAeOd6+7pOc608XF5FviK/bdtp6MWwFeEkZ04HAKWUCxgFfCAiRc7pTcDZSqneSqmrgeHoUU434EdgJfC6Uuo2pdQNaG+9n8oKczz9vgYmK6XeUErdDHzmnAsHJoE2+TnnAs4OtyqlAvv7fRJ0/pjHKKXQ0oCiPKOU6hFer5eZM2dy110Hl8jEx8eTlZV14Njv95Obm0uLFi0OSd+6dWumTp3K66+/zqBBg0hLS+Pcc8+lSZMmhIeHk5l50Ds7Jyen1Dx27tzJ3r176devH8uWLaNp06a43W46d+7M3Llzy5S/oECvYHC73fjx+95PD/YAACAASURBVMPt8Aq1If5Uf6Q/y9/INdi1pbRwq6Hlsbvaf/oz/VG+vb5Gvj99vYteKbq08JnCq7zfeM8gj0aFzxRe5dvrawTg8XlwuVxFQOOKlO/whFJqg1LqM2AOsAq4JSj8ObSimItuG39EO0a0FBE/eiS0CngCuAi4RUTyywpz8r0G7fl3OXok9IiIBMya5yml5iulHkUr2Iec8x2AFUqpp5w0V1biOus0xoQTWsLwFoZIKVlGKYWAgMksPPzgtnEnnXQSM2ce3Olmx44dhIWF0atXrzLzeumll7j44ovp0qXLgXy2bNlyYM5o69atDB48uFgav9/P9OnTueeeewDIz88/MCILCwsjOzu7zDIDI6Tc3FwaxzTGbbstyjFA+3P9bu9ib3fXWa4VZUa0wGplpVrNrFz3de4DFeLf5I/3LvKe6L7S/bnV1MoF8OHzo81iuw6XXTAiUu5iWxHZCKgywrcAI44gLBW4oJTzyRxmAbuIdCtP3mMVM1IKLYW4KtbTrHL8/kMmpQ3Vy2uvvUaPHj3Iz88nKSmJTz75hG3bttG7d2/i4uJITNQWmvnz53PllVcSHh6O3+/n+eefP2R+6e2338ayLKZMmXLg3OWXX87PP+tNCwoLC/njjz+48MILi6X773//y7hx4w4oxV69epGSor2Qd+3aRY8ePcq8hnbt2hEZGcmePXsArEJf4cHnyH9oA+vP97s8X3mG2H3sTf4UfyPfDl+M5xtPf7/fj3elt61vs68ZgD/NH+nP9jdy9XXttFyW346zcwJ/RJGHhd+Os3Msl+UHCLfDLY/H0wI9kjEcQ5iRUmgpIKyhTWF2zTs7+H1GKdUgr7zyCi+++GKxc507d2bChAkATJ06lZdffpk2bdqQm5vLHXfcAWhz2VdffcXIkSNp0aIFc+fOZd26dcTExPDKK6/gch1c/zx06FA2btzI1KlTyc7O5uGHH6Zp04MbwW/bto2srKxiI7AOHTpw8cUX8+KLL+J2uzn33GL+AIcQFhbGqaeeyqZNm1BKUeQt8gH4kn1RvvW+ThTQ0LvQ28UeYm+yXJbf875njD/F38az0XNA21mdrXWWZeHf7W/mneMdYDW3dlvx1h73ue4lFa3PMCvM9nq9nYBvKprGUDewTIc5hOxdP53/XGiTmZRffuQqZtL2K4iIqfjiFIPBYfXq1fz3v//l0ccepe97fV+v6fJty2ZK3JReD9z+wHoRqfiqX0OdwJjvQollFRLWMDT3oCi/qPxIBsOh9OnTh7i4ODb8f3t3Hh5Vfe9x/H1mSyaZJEz2fWM5AhoiiEAF2RSrYgVcWkV71Vbqcm9br1u1Xpc+VK9aXGpVruJSawGrFaEWVBRcQJDNgLIMJJCEhOz7OsuZuX+EIGFLgJAzM/m+nodHmHPmnG8IzifnnN/v+8vfo0uLrFBjqPGTf32SCDygx/nFmSWhpCulHVOoPt+DttrW7ncS4th+/etf8+XaLzVfta9Pr7Z9Ph+etZ7BM346w+FwOKq6f4cINBJKelKUdkyh+jRFba5o6u1Dulwudu3a1f2OvWz79u19fs7+zmAwcMmsSxoIw9WnJ9ZQon8UvX9ozlAJpCAloaSjyVf9Yrb6dPFP1UWJczp/Ld5j7bJ4WZsHw6SlcVcvKwxNOt5xKtsMlpx3Em7uPMabu8Iyu9u2atUq38MP/w8PPPAA69d3fb7c3t7OE088cVJfS3NzM6+88gpZWVldXq+vr2fChAld+q0db5umaUyYMAFVVbv8ys/PP+H7IiMjmT9//knVK05fbXtty5G96s40xaT4rDarT1GUvn8OK/qEjL7TiaqqQ8eMyi14cJJtr69kcw3A3M2RE6dntneZd/HHzZEjap2GEzZPffl729C7c5tWR5h9boArMtsOdLdt7uv/Tvvzyws8Hp9ieuihh7q0mFmwYAG33HLLSX09c+fO5d577yUkpGs7tPnz5x81nPl429atW8d1113HmDFjMBqNaJrGY489dmgezvHel5aWRnp6OosWLTrUukeceRWtFY3d79X7Qo2hRgUJpWAlV0r6aXnrzTdevHjU4KZpac7KNJvWmhqu1drMvkPDwz8qDkmIs3pbw0y+494iafUohs3V5tQRMe7aWdltpbOy20rNho7GmCfaVlHfEhphC/Me2TV6w4YNZGZmHmoK2hMbN27E7XYTExPT5fXly5czfvz4Y77nWNuys7O54447GDVqFLm5uWiadtQ+xzvmZZddxuLFi2lpaelx3eLUuTW3VtFSoctftj3UbjEZTHL7LkhJKOnE4XAUYwmrxtbx4f/+XmvWxBRnYef2eqdi+rDImv2bnGbH8Y4B8E6+NaOw0RT/05UxP5v1UcyPS5sNoT3ZpsaFVO/fX2IoLi4+1AGgpaWF1atXM3369JP6WhYuXMjYsWO7vFZRUUFBQcExA+R425KTk7v8eeXKlVx88cU9OibAkCFDetRUVJw+zad5K9sqdRksE2uNDYm0RO7X49zizJNQ0lcdEYkawDeVlrSrstuKOzc8viUy977cpm+7O8DNZ7Xuy7u24o154+qXVbcbIm75PPoSzdv9tmcvbF/93Y5dRofDwVNPPQX8sNhbQUEBCxYs6NL65kS+/vprMjMzu7z2+uuvc+uttx5z/xNtO9x3331Hbm5uj9+XkZHB2rVre1SzOH0F9QW63L6Ls8YZB4QO6FF7IRF4JJT0VUtEolLabAi1GNBiQ71ugH/kW1NzYtxV6RFaj+6bGxSYntle/reptR9WtBoGfFoaEt/dtgxjecPtt9zYPmfOHGJjY1m7di2qqmK327ntttuYNWsWDoeDJUuWnPDc9fX11NfXd1ky4b333uOKK644qvN1d9sOt2PHDs4666xDLfp68j673U5hYeEJjyt6h9lgNm4q31Tb/Z69LzE8UQNq9Di3OPNkoIO+6gi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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_code(df_36_env, \"Re-execution rate with R3.6 with code cleaning\", \"r36_env.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R 3.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Total number of entries: 5028\nTotal number after bad DOIs are removed: 4935\nUnique DOIs: 1837\nSuccess: 882 out of 4935 => 0.17872340425531916\nTIL: 293 out of 4935 => 0.059371833839918946\nError: 3760 out of 4935 => 0.7619047619047619\n"
    },
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_code(df_32_env, \"Re-execution rate with R 3.2 and code cleaning\", \"r32_env.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Total number of entries: 7088\nTotal number after bad DOIs are removed: 6848\nUnique DOIs: 1963\nSuccess: 743 out of 6848 => 0.10849883177570094\nTIL: 1 out of 6848 => 0.00014602803738317756\nError: 6104 out of 6848 => 0.8913551401869159\n"
    },
    {
     "data": {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_code(df_32_noenv, \"Re-execution rate with R 3.2 without code cleaning\", \"r32_noenv.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R 4.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Total number of entries: 5288\nTotal number after bad DOIs are removed: 5082\nUnique DOIs: 2012\nSuccess: 979 out of 5082 => 0.19264069264069264\nTIL: 712 out of 5082 => 0.14010232192050373\nError: 3391 out of 5082 => 0.6672569854388036\n"
    },
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_code(df_40_env, \"Re-execution rate with R 4.0 and code cleaning\", \"r40_env.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Total number of entries: 7149\nTotal number after bad DOIs are removed: 6829\nUnique DOIs: 2037\nSuccess: 803 out of 6829 => 0.11758676233709181\nTIL: 49 out of 6829 => 0.0071752818860740955\nError: 5977 out of 6829 => 0.875237955776834\n"
    },
    {
     "data": {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_code(df_40_noenv, \"Re-execution rate with R 4.0 without code cleaning\", \"r40_noenv.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aggregated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_code(df_36_noenv, \"Aggregated re-execution rate with R3.6 and no code cleaning\", \"before_per_package.png\", aggregation=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
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     "metadata": {},
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   ],
   "source": [
    "plot_code(df_36_env, \"Aggregated re-execution rate with R3.6 and code cleaning\", \"r36_env.png\", aggregation=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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